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Data Management Initiatives, Where to start?

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Usama Shamma Director , AI and Decision Management| Mastercard Riyadh, Riyadh, Saudi Arabia
Data Management Initiatives will help in managing the organization’s data and enable the organization to have a consolidated source of data for all business consumption, decision making or reporting. Through the implementation of;

o Enterprise Data Warehouse (EDW)
o Business Intelligence (BI)
o Analytical Engines
o Data Mining
o Data Governance (DG)
o Data Ownership
o Data Quality Management (DQM)
o Metadata Management
o Master Data Management (MDM)
o Reference Data Management (RDM)
o Big Data / Un-structured data
o Enterprise Content Management (ECM)
o Strategy and Policy


Tell me on your data and business challenges ?
Tell me your case study on the Data Management initiatives?
Where to start ? Best practices
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Riteshkumar Shah IT Project Manager| ITnomics Consulting Inc. Brampton, Ontario, Canada
I think the order for four main work stream for enterprise data warehouse are:
1. Data Quality
2. Data Governance
3. Master Data Management (MDM) with Enterprise Data Warehouse
4. Business Intelligence tools and cross product reporting initiatives
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